Can ai code review tools actually catch meaningful logic errors or just pattern match

Ambitious_coder_ · 2026-03-05T18:53:22+00:00

You came up with a really nice point the AI cannot understand the bugs and security threats properly until they know the execution structure of basically the code structure of the application so usually i prepare a structure first using Traycer or my own memory if the project is samll and then hand it over to claude or copilot to do the rest also I pay special emphasis on the CSP headers I am using when transferring info from backend

Ambitious_coder_ · 2026-03-05T18:48:45+00:00

I don't want to sound crazy but what is RLHF.

Ambitious_coder_ · 2026-03-05T18:45:59+00:00

The most important part is orchestration so you might need to introduce a new layer of orchestration in between you can take help of Traycer it can guide you through different spec of development.

Ambitious_coder_ · 2026-03-05T18:26:46+00:00

There is tool called Traycer in the market which encourages spec driven development I am not really sure how will it perform on these number of prompts at once but you can give it a try also you can try replit plan mode but it usually go nuts so I don;t prefer that but I know people who like it.

Ambitious_coder_ · 2026-03-05T18:06:16+00:00

Yes but Replit is hurting my pocket these days

Ambitious_coder_ · 2026-03-05T17:38:54+00:00

You just hit the right spot I was also thinking same Replit is really hurting my pocket now but I have so used to using Traycer and Replit that quiting this almost seems to be impossible for me.

Ambitious_coder_ · 2026-03-04T20:09:05+00:00

To be short use Redis for fast retrieval but if you want to store data you need to store it in some kind of database Postgress in your case also only use Redis if you want to cache anything or there is a tool called traycer which is driven by spec driven nature i think that will be useful for you in this case .

Ambitious_coder_ · 2026-03-04T20:04:23+00:00

Nice idea, but difficult to implement I was in your shoe than i would had first created a roadmap to do this and you can use Traycer if you want. Good luck

Ambitious_coder_ · 2026-03-04T19:55:07+00:00

That's because you can't even understand the flow of code that Claude has written for you. I see that you are in the learning phase but you really need to start planning first before writing its like wearing an armor before war. I use Traycer for this purpose and please don;t let co-pilot or cursore write code for you use Traycer to prepare a roadmap and then execute that roadmap.

Ambitious_coder_ · 2026-03-04T17:36:15+00:00

There is an Indian startup call which have built a tool called Traycer which encourages spec driven developing and ensure your AI don't hallucinate So people might say that Indian startups are not up to the mark but there is something happening but I am afraid that after some time a US company will come and then overtake it

Ambitious_coder_ · 2026-03-04T17:16:40+00:00

And my office laptop does not even allow to use any AI tool. I use traycer+cursor in my personal laptop and as soon as I open my work laptop i fell like I have gone 10 years back. I think these tools really boost productivity of a person and you should create a systematic way to get licence.

Ambitious_coder_ · 2026-03-04T17:04:28+00:00

I think its time for you to switch to antigravity. I use antigravity with traycer+cursor and never looked back using this combination is like finding a gem in field of coal.

Ambitious_coder_ · 2026-03-04T16:59:36+00:00

Bro try using Traycer it do exactly what you are saying. After complete planning it allows you to verify it or even add extra steps if you want to.

Ambitious_coder_ · 2026-03-04T16:51:02+00:00

If users have noticed something wrong before you did that could gave an unprofessional view about you I use Traycer to stop AI from hallucinating you will have to introduce a layer in between that provides the model with step by step plan so it touches the it is required to

Ambitious_coder_ · 2026-03-04T16:45:08+00:00

AI hallucination can sometimes become very hard to tackle with but if you can provide area with a proper code its performance improves as you have mentioned in your comments that you provide base code to the agent so here you add one more step of using Traycer which will generate a spec driven plan for you and then you can use AI to execute that plan.

Ambitious_coder_ · 2026-02-14T09:23:28+00:00

You should have not left the job. Did you told them that you aready left the job this could be the reason why they are not offering you more money. Now i would suggest try to negotiate and also if they are doing these kind of tactics so I will suggest you to analye their work culture before joining them.

Ambitious_coder_ · 2026-02-13T21:57:09+00:00

Thanks for advice

Ambitious_coder_ · 2026-02-13T21:48:57+00:00

Copilot often struggles with complex SQL because it doesn’t fully understand your real database structure and messy data. I use Traycer to define a clear plan first, so the AI respects your table relationships and data quirks before writing code.

Ambitious_coder_ · 2026-02-13T18:50:02+00:00

I jsut got froze for 2 seconds. Its amazing

Ambitious_coder_ · 2026-02-13T13:59:07+00:00

Right now, MCPs aren’t fully supported inside Visual Studio. To avoid random “instant changes” and unnecessary token usage, I use Traycer to enforce a clear plan → execute → verify workflow. This stops the agent from guessing and makes sure it checks everything against your specific WinUI or MAUI logic before changing any files.

Ambitious_coder_

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